【发布时间】:2023-03-30 23:14:01
【问题描述】:
我的模型:
class Anything(models.Model):
first_owner = models.ForeignKey(Owner, related_name='first_owner')
second_owner = models.ForeignKey(Owner, related_name='second_owner')
class Something(Anything):
one_related = models.ForeignKey(One, related_name='one_related', null=True)
many_related = models.ManyToManyField(One, related_name='many_related')
class One(models.Model):
first = models.IntegerField(null=True)
second = models.IntegerField(null=True)
在我的代码中,我想用这样的代码对我的数据库做一个小总结:
all_owners = Owner.objects.all()
first_selection = []
second_selection = []
objects = {}
for owner in all_owners:
<<0>>
items = Something.objects.filter(Q(first_owner=owner)|Q(second_owner=owner)).order_by('date').all()
#Find owners, who have at least 100 "Something" elements related
if(items.count() > 100):
first_selection.append(owner)
objects[owner] = items
#Find owners, who have at least 80 "Something" with at least one many_related elements related,
if(items.filter(many_related__isnull=False).distinct().count() > 80):
second_selection.append(owner)
objects[owner] = items
# Now i pass first_selection and second_selection and objects to functions, but following loops will produce the same problem im getting:
<<1>>
for owner in first_selection:
for something in objects[owner]:
rel = something.one_related
print(str(rel.first) + "blablabla" + str(rel.second))
<<2>>
for owner in first_selection:
for something in objects[owner]:
rel = something.one_related
print(str(rel.first) + "blablabla" + str(rel.second))
<<3>>
for owner in second_selection:
for something in objects[owner]:
rel = something.many_related.first()
if rel != None""
print(str(rel.first) + "blablabla" + str(rel.second))
<<4>>
for owner in second_selection:
for something in objects[owner]:
rel = something.many_related.first()
if rel != None:
print(str(rel.first) + "blablabla" + str(rel.second))
问题是:
> 循环执行需要 30 分钟,> 循环执行需要 2 秒,尽管它们使用相同的数据。
我知道为什么会发生 - 因为第一个循环获取所有 one_related 字段并将其存储在缓存中。所以我将 > 中的代码更改为:
items = Something.objects.filter(Q(first_owner=owner)|Q(second_owner=owner)).order_by('date').select_related('one_related').all()
当我查看生成的查询时,它看起来会在表上执行连接。
但是问题仍然存在(第一个循环需要几分钟,第二个循环需要几秒钟),实际上我使用 mysqltuner 来显示执行的查询数量 - 它在第一个循环中增长,尽管它不应该......
我想这同样适用于第 3 和第 4 循环和 prefetch_related,虽然我没有足够的内存来测试它。
【问题讨论】:
-
你在哪里使用 prefetch_related?我没看到。
-
这里没用,这里用selectrelated,之前在其他一些情况下用过prefetch_related,也遇到了同样的问题。
-
team变量在哪里初始化。您的代码有点难以理解。尝试格式化它
标签: python django django-orm